Vivek Shrestha developed two targeted features to streamline Terminology API adoption and enhance developer onboarding. In the JohnSnowLabs/spark-nlp-workshop repository, he created a Jupyter Notebook that demonstrates API usage, including code-to-code mapping, term-to-code search, and integrated spell-checking, all designed to reduce integration time for users. He also updated the JohnSnowLabs/johnsnowlabs documentation to link this notebook within both the on-premise deployment guide and main server docs, improving discoverability and consistency. His work leveraged Python, JSON, and Markdown, focusing on API integration and documentation alignment to support faster onboarding and more consistent usage patterns across related repositories.